K. Ide et M. Ghil, EXTENDED KALMAN FILTERING FOR VORTEX SYSTEMS - PART-II - RANKINE VORTICES AND OBSERVING-SYSTEM DESIGN, Dynamics of atmospheres and oceans, 27(1-4), 1998, pp. 333-350
Point-vortex systems with both regular and chaotic motion can be track
ed by a combination of Lagrangian observations of vortex position and
of Eulerian observations of fluid velocity at a few fixed points. If o
nly Eulerian observations are available, singularities in the tracking
can develop due to nonlinearity in the observing functions on two occ
asions: when point vortices pass very close to an observing station, a
nd when the observed speed is small. In Part II of this two-part paper
, the vorticity concentrations are approximated by Rankine vortices wi
th finite core in solid-body rotation, while a cut-off criterion is im
posed on the Eulerian observations; this removes the singularities and
hence results in satisfactory tracking when the observations are judi
ciously chosen. The main result is that a number of observations compa
rable to that of the distinct vorticity concentrations suffices for ve
ry accurate tracking. The key elements for successful tracking of Rank
ine-vortex systems using nonlinear, Eulerian observations are: distrib
ution of available stations, threshold criteria for the selection of s
tations used in each update, and the observing frequency. Simple analy
sis provides the optimal estimate for these key elements, together wit
h the optimal size of the estimated Rankine vortices. (C) 1997 Elsevie
r Science B.V.